{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7ad94861",
   "metadata": {},
   "source": [
    "# One-hot encoding\n",
    "\n",
    "[Feature Engineering for Time Series Forecasting](https://www.trainindata.com/p/feature-engineering-for-forecasting)\n",
    "\n",
    "In this notebook, we will encode static features with one-hot encoding, using comparatively Scikit-learn, Feature-engine, and Category Encoders.\n",
    "\n",
    "We will use the online retail dataset, which we prepared in the notebook `02-create-online-retail-II-datasets.ipynb` located in the `01-Create-Datasets` folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e2a63148",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4215bd26",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2a06c584",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>quantity</th>\n",
       "      <th>revenue</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2009-12-06</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>143</td>\n",
       "      <td>439.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-13</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>10</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-20</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-27</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  quantity  revenue\n",
       "week                                  \n",
       "2009-12-06  Belgium       143    439.1\n",
       "2009-12-13  Belgium        10      8.5\n",
       "2009-12-20  Belgium         0      0.0\n",
       "2009-12-27  Belgium         0      0.0\n",
       "2010-01-03  Belgium         0      0.0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../Datasets/online_retail_dataset_countries.csv\",\n",
    "                parse_dates=[\"week\"],\n",
    "                index_col=\"week\",\n",
    "                )\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5be0190d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of countries in the dataset\n",
    "\n",
    "df[\"country\"].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56c9d68c",
   "metadata": {},
   "source": [
    "There are sales recorded in 6 different countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "83136e1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot revenue and quantity of items sold per country\n",
    "# every week.\n",
    "\n",
    "for country in df[\"country\"].unique():\n",
    "    tmp = df[df[\"country\"]==country]\n",
    "    tmp.plot(figsize=(20,5))\n",
    "    plt.title(country)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "074396bc",
   "metadata": {},
   "source": [
    "## Scikit-learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "67b30325",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.compose import ColumnTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f85725f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the one-hot encoder\n",
    "\n",
    "ohe = OneHotEncoder(\n",
    "    drop=\"first\",  # to encode into k-1 dummies\n",
    "    sparse=False,  # to return a np array\n",
    "    # if an unknown category appears in transform,\n",
    "    # it will be encoded as all zeroes:\n",
    "    handle_unknown=\"ignore\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7cd8c063",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We place the encoder inside the ColumnTransformer\n",
    "# to encode only the variable \"country\".\n",
    "\n",
    "ct = ColumnTransformer(\n",
    "    [(\"ohe\", ohe, [\"country\"])],  # to encode only the variable country\n",
    "    remainder=\"passthrough\",  # to return all the columns in the resulting array\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "21b7893e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>ColumnTransformer(remainder=&#x27;passthrough&#x27;,\n",
       "                  transformers=[(&#x27;ohe&#x27;,\n",
       "                                 OneHotEncoder(drop=&#x27;first&#x27;,\n",
       "                                               handle_unknown=&#x27;ignore&#x27;,\n",
       "                                               sparse=False),\n",
       "                                 [&#x27;country&#x27;])])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">ColumnTransformer</label><div class=\"sk-toggleable__content\"><pre>ColumnTransformer(remainder=&#x27;passthrough&#x27;,\n",
       "                  transformers=[(&#x27;ohe&#x27;,\n",
       "                                 OneHotEncoder(drop=&#x27;first&#x27;,\n",
       "                                               handle_unknown=&#x27;ignore&#x27;,\n",
       "                                               sparse=False),\n",
       "                                 [&#x27;country&#x27;])])</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">ohe</label><div class=\"sk-toggleable__content\"><pre>[&#x27;country&#x27;]</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">OneHotEncoder</label><div class=\"sk-toggleable__content\"><pre>OneHotEncoder(drop=&#x27;first&#x27;, handle_unknown=&#x27;ignore&#x27;, sparse=False)</pre></div></div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">remainder</label><div class=\"sk-toggleable__content\"><pre>[&#x27;quantity&#x27;, &#x27;revenue&#x27;]</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">passthrough</label><div class=\"sk-toggleable__content\"><pre>passthrough</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "ColumnTransformer(remainder='passthrough',\n",
       "                  transformers=[('ohe',\n",
       "                                 OneHotEncoder(drop='first',\n",
       "                                               handle_unknown='ignore',\n",
       "                                               sparse=False),\n",
       "                                 ['country'])])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We should split the data into train and \n",
    "# test before fitting. \n",
    "\n",
    "# We avoid this step to speed up the demo\n",
    "\n",
    "ct.fit(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f17d0a19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(636, 7)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Encode country\n",
    "\n",
    "tmp = ct.transform(df)\n",
    "\n",
    "# We've got 6 countries, that will return 5 dummies\n",
    "# after the encoding, plus \"revenue\" and \"quantity\" = 7 variables in total\n",
    "\n",
    "tmp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "47d38e91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 0.0000000e+00,\n",
       "        1.4300000e+02, 4.3910000e+02],\n",
       "       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 0.0000000e+00,\n",
       "        1.0000000e+01, 8.5000000e+00],\n",
       "       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 0.0000000e+00,\n",
       "        0.0000000e+00, 0.0000000e+00],\n",
       "       ...,\n",
       "       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 1.0000000e+00,\n",
       "        1.3399800e+05, 2.1074176e+05],\n",
       "       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 1.0000000e+00,\n",
       "        1.2304100e+05, 2.2021399e+05],\n",
       "       [0.0000000e+00, 0.0000000e+00, 0.0000000e+00, ..., 1.0000000e+00,\n",
       "        2.0428100e+05, 3.7294626e+05]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the result is a numpy array\n",
    "\n",
    "tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "23f90e58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ohe__country_EIRE</th>\n",
       "      <th>ohe__country_France</th>\n",
       "      <th>ohe__country_Germany</th>\n",
       "      <th>ohe__country_Spain</th>\n",
       "      <th>ohe__country_United Kingdom</th>\n",
       "      <th>remainder__quantity</th>\n",
       "      <th>remainder__revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>439.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ohe__country_EIRE  ohe__country_France  ohe__country_Germany  \\\n",
       "0                0.0                  0.0                   0.0   \n",
       "1                0.0                  0.0                   0.0   \n",
       "2                0.0                  0.0                   0.0   \n",
       "3                0.0                  0.0                   0.0   \n",
       "4                0.0                  0.0                   0.0   \n",
       "\n",
       "   ohe__country_Spain  ohe__country_United Kingdom  remainder__quantity  \\\n",
       "0                 0.0                          0.0                143.0   \n",
       "1                 0.0                          0.0                 10.0   \n",
       "2                 0.0                          0.0                  0.0   \n",
       "3                 0.0                          0.0                  0.0   \n",
       "4                 0.0                          0.0                  0.0   \n",
       "\n",
       "   remainder__revenue  \n",
       "0               439.1  \n",
       "1                 8.5  \n",
       "2                 0.0  \n",
       "3                 0.0  \n",
       "4                 0.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Recreate the dataframe\n",
    "\n",
    "df_t = pd.DataFrame(tmp, columns = ct.get_feature_names_out())\n",
    "\n",
    "df_t.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b268354",
   "metadata": {},
   "source": [
    "Note that the variables that were not encoded are added at the right of the dataframe with the predix \"remainder\".\n",
    "\n",
    "The encoded variables have the prefix \"ohe\", followed by the variable being encoded (\"country\"), followed by the category name.\n",
    "\n",
    "## Feature-engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cdae3648",
   "metadata": {},
   "outputs": [],
   "source": [
    "from feature_engine.encoding import OneHotEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac773a13",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the one-hot encoder\n",
    "\n",
    "ohe = OneHotEncoder(\n",
    "    drop_last = True, # to encode into k-1 dummies\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f307df4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>OneHotEncoder(drop_last=True)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">OneHotEncoder</label><div class=\"sk-toggleable__content\"><pre>OneHotEncoder(drop_last=True)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "OneHotEncoder(drop_last=True)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We should split the data into train and \n",
    "# test before fitting. \n",
    "\n",
    "# We avoid this step to speed up the demo\n",
    "\n",
    "ohe.fit(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d19efaca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['country']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Feature-engine's OHE finds categorical variables\n",
    "# by default\n",
    "\n",
    "ohe.variables_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "05636f3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>quantity</th>\n",
       "      <th>revenue</th>\n",
       "      <th>country_Belgium</th>\n",
       "      <th>country_EIRE</th>\n",
       "      <th>country_France</th>\n",
       "      <th>country_Germany</th>\n",
       "      <th>country_Spain</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2009-12-06</th>\n",
       "      <td>143</td>\n",
       "      <td>439.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-13</th>\n",
       "      <td>10</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-20</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-27</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03</th>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            quantity  revenue  country_Belgium  country_EIRE  country_France  \\\n",
       "week                                                                           \n",
       "2009-12-06       143    439.1                1             0               0   \n",
       "2009-12-13        10      8.5                1             0               0   \n",
       "2009-12-20         0      0.0                1             0               0   \n",
       "2009-12-27         0      0.0                1             0               0   \n",
       "2010-01-03         0      0.0                1             0               0   \n",
       "\n",
       "            country_Germany  country_Spain  \n",
       "week                                        \n",
       "2009-12-06                0              0  \n",
       "2009-12-13                0              0  \n",
       "2009-12-20                0              0  \n",
       "2009-12-27                0              0  \n",
       "2010-01-03                0              0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Feature-engine's OHE replaces the categorical variables\n",
    "# with the dummies, returning a dataframe with the original \n",
    "# and encoded variables, by default.\n",
    "\n",
    "df_t = ohe.transform(df)\n",
    "\n",
    "df_t.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e151c7f",
   "metadata": {},
   "source": [
    "## Category Encoders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "aab285e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from category_encoders.one_hot import OneHotEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "62930de1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the one-hot encoder\n",
    "\n",
    "# category encoders only encodes into k dummies\n",
    "\n",
    "ohe = OneHotEncoder(\n",
    "    use_cat_names=True,  # appends the category name to the dummy variable name\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d407176f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Sole\\Documents\\Repositories\\envs\\fsml\\lib\\site-packages\\category_encoders\\one_hot.py:145: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.\n",
      "  for cat_name, class_ in values.iteritems():\n"
     ]
    },
    {
     "data": {
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       "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>OneHotEncoder(cols=[&#x27;country&#x27;], use_cat_names=True)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" checked><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">OneHotEncoder</label><div class=\"sk-toggleable__content\"><pre>OneHotEncoder(cols=[&#x27;country&#x27;], use_cat_names=True)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "OneHotEncoder(cols=['country'], use_cat_names=True)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We should split the data into train and \n",
    "# test before fitting. \n",
    "\n",
    "# We avoid this step to speed up the demo\n",
    "\n",
    "ohe.fit(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "306a3ea6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['country']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Category encoders's OHE finds categorical variables\n",
    "# by default\n",
    "\n",
    "ohe.cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c9c88fff",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country_Belgium</th>\n",
       "      <th>country_EIRE</th>\n",
       "      <th>country_France</th>\n",
       "      <th>country_Germany</th>\n",
       "      <th>country_Spain</th>\n",
       "      <th>country_United Kingdom</th>\n",
       "      <th>quantity</th>\n",
       "      <th>revenue</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2009-12-06</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>143</td>\n",
       "      <td>439.1</td>\n",
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       "    <tr>\n",
       "      <th>2009-12-13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-20</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-27</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-03</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country_Belgium  country_EIRE  country_France  country_Germany  \\\n",
       "week                                                                         \n",
       "2009-12-06                1             0               0                0   \n",
       "2009-12-13                1             0               0                0   \n",
       "2009-12-20                1             0               0                0   \n",
       "2009-12-27                1             0               0                0   \n",
       "2010-01-03                1             0               0                0   \n",
       "\n",
       "            country_Spain  country_United Kingdom  quantity  revenue  \n",
       "week                                                                  \n",
       "2009-12-06              0                       0       143    439.1  \n",
       "2009-12-13              0                       0        10      8.5  \n",
       "2009-12-20              0                       0         0      0.0  \n",
       "2009-12-27              0                       0         0      0.0  \n",
       "2010-01-03              0                       0         0      0.0  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Category encoders's OHE replaces the categorical variables\n",
    "# with the dummies, returning a dataframe with the original \n",
    "# and encoded variables, by default.\n",
    "\n",
    "df_t = ohe.transform(df)\n",
    "\n",
    "df_t.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a954fdae",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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